Skip to content

casualformality/jtfa-pcg-analysis

Repository files navigation

jtfa-pcg-analysis

Heart murmur detection/analysis from phonocardiogram recordings using Matlab/Octave

The sample .wav files are as follows: normal.wav - A normal heartbeat asd.wav - Heart sounds induced by an atrial septal defect (a hole in the wall separating the atria) pda.wav - Heart sounds induced by patent ductus arteriosus (a condition wherein a duct between the aorta and pulmonary artery fails to close after birth) diastolic.wav - Heart sounds induced by a diastolic murmur (leaking in the atrioventricular or semilunar valves)

The heart sound files provided are for individual testing purposes only, and are taken from: https://depts.washington.edu/physdx/heart/demo.html

The pcg_analysis_ function currently does the following:

  • Reads the heart sound recording provided (in .wav format)
  • Decimates the original recording into a lower sample rate
    • acts as both a low-pass filter for noise
    • reduces processing time
  • Separates the recording into discrete heart sounds
  • Applies an 8th order Daubechies continuous wavelet transform on each sound
  • Averages the systolic and diastolic transforms
This provides a clean systolic and diastolic heart sound reference for the patient that can be analyzed for abnormalities.

A sample output (normal.wav) is below:

The red and green symbols indicate where the script has determined the beginning of each sound to be.

Projected additional features include:

  • Listing of heart rate
  • Cleaner analysis of irregular heart sounds
  • Vector Support Network or Neural Network to automatically determine the presence of a heart murmur.

About

Heart murmur detection/analysis from phonocardiogram recordings using Matlab/Octave

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages